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Gemini Pro fails basic logic test: Why can't LLMs follow simple "If/Then" rules? | 1 | I’ve been testing Gemini Pro with music theory, and it’s hitting a massive logic wall.
I gave it a set of strict "hard rules"—basically, if Voice A moves this way, Voice B cannot move the same way.
Even with the Pro model, it repeatedly outputs the exact error I just told it to fix.
It seems like the "attention" ... | 2026-01-28T13:35:49 | https://www.reddit.com/r/LocalLLaMA/comments/1qpbiqw/gemini_pro_fails_basic_logic_test_why_cant_llms/ | Putrid_Draft378 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qpbiqw | false | null | t3_1qpbiqw | /r/LocalLLaMA/comments/1qpbiqw/gemini_pro_fails_basic_logic_test_why_cant_llms/ | false | false | self | 1 | null |
Orchestrating multiple coding agents - what's your setup? | 4 | I'm working on parallelising my AI dev workflow. I'm currently running multiple Claude Code instances, but the coordination is manual and messy.
I'm Interested in how others approach this:
\- Containerization/isolation for each agent?
\- How do yo... | 2026-01-28T13:28:20 | https://www.reddit.com/r/LocalLLaMA/comments/1qpbcez/orchestrating_multiple_coding_agents_whats_your/ | seetherealitynow | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qpbcez | false | null | t3_1qpbcez | /r/LocalLLaMA/comments/1qpbcez/orchestrating_multiple_coding_agents_whats_your/ | false | false | self | 4 | null |
I built 15 Python MCP tools to supercharge AI coding assistants (now open source!) . Would love a feedback and a star | 1 | [removed] | 2026-01-28T13:27:10 | [deleted] | 1970-01-01T00:00:00 | 0 | {} | 1qpbbfl | false | null | t3_1qpbbfl | /r/LocalLLaMA/comments/1qpbbfl/i_built_15_python_mcp_tools_to_supercharge_ai/ | false | false | default | 1 | null | ||
GitHub - Abhisheksinha1506/Client-mcpserver | 1 | [removed] | 2026-01-28T13:26:02 | [deleted] | 1970-01-01T00:00:00 | 0 | {} | 1qpbafd | false | null | t3_1qpbafd | /r/LocalLLaMA/comments/1qpbafd/github_abhisheksinha1506clientmcpserver/ | false | false | default | 1 | null | ||
which local llm is best for coding? | 3 | whats the best coding llm under 8 billion parameters and i my system specs are an i5 12th gen and an rtx 4050 | 2026-01-28T13:16:22 | https://www.reddit.com/r/LocalLLaMA/comments/1qpb24j/which_local_llm_is_best_for_coding/ | Much-Friendship2029 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qpb24j | false | null | t3_1qpb24j | /r/LocalLLaMA/comments/1qpb24j/which_local_llm_is_best_for_coding/ | false | false | self | 3 | null |
Z-Image Api Docs | 2 | Hey everyone, this is my first post on reddit so if i posted in the wrong thread im sorry for that! Ich have a question regarding the z-image api. I couldnt find any docs for it and cant really implement it without knowing capabilitys and stuff. So i anyone has a tip where i could find it, it would be really appreciate... | 2026-01-28T12:50:31 | https://www.reddit.com/r/LocalLLaMA/comments/1qpahl2/zimage_api_docs/ | wickypopo | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qpahl2 | false | null | t3_1qpahl2 | /r/LocalLLaMA/comments/1qpahl2/zimage_api_docs/ | false | false | self | 2 | {'enabled': False, 'images': [{'id': 'SV2IjYwzFP5WHje0Ky6AMyKDHeoqLG_lWBiANuAK0SQ', 'resolutions': [{'height': 108, 'url': 'https://external-preview.redd.it/SV2IjYwzFP5WHje0Ky6AMyKDHeoqLG_lWBiANuAK0SQ.png?width=108&crop=smart&auto=webp&s=7e285cc9df701718ead2c8fab0effd32055de8d3', 'width': 108}, {'height': 216, 'url': '... |
Kimi K2.5 is No.1 in the Design Arena, beating Gemini 3 Pro and Claude Opus 4.5 | 4 | 2026-01-28T12:45:35 | https://www.reddit.com/r/LocalLLaMA/comments/1qpadvu/kimi_k25_is_no1_in_the_design_arena_beating/ | InternationalAsk1490 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qpadvu | false | null | t3_1qpadvu | /r/LocalLLaMA/comments/1qpadvu/kimi_k25_is_no1_in_the_design_arena_beating/ | false | false | 4 | null | ||
the ordinary llama is pretty great. | 0 | the ordinary llama is pretty great. | 2026-01-28T12:31:48 | https://www.reddit.com/r/LocalLLaMA/comments/1qpa3gq/the_ordinary_llama_is_pretty_great/ | Sensitive_Housing_62 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qpa3gq | false | null | t3_1qpa3gq | /r/LocalLLaMA/comments/1qpa3gq/the_ordinary_llama_is_pretty_great/ | false | false | self | 0 | null |
Best model to run currently on a 5090 | 1 | Hey guys, what do you think is currently the best model to run on a 5090? Curious what people are getting the most value/performance from | 2026-01-28T12:17:31 | https://www.reddit.com/r/LocalLLaMA/comments/1qp9swn/best_model_to_run_currently_on_a_5090/ | EstablishmentShot505 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qp9swn | false | null | t3_1qp9swn | /r/LocalLLaMA/comments/1qp9swn/best_model_to_run_currently_on_a_5090/ | false | false | self | 1 | null |
Finetuning Open Source SLM for Function Calling | 1 | I need some help/ideas for how to accomplish what I'm looking to do here.
**The Goal:**
Essentially, I'm implementing function calling in my Unity applications, each scene having up to 10 different functions with a few parameters each. These functions range from moving a character to interacting with the UI. It's co... | 2026-01-28T12:14:33 | https://www.reddit.com/r/LocalLLaMA/comments/1qp9qpy/finetuning_open_source_slm_for_function_calling/ | Milow001 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qp9qpy | false | null | t3_1qp9qpy | /r/LocalLLaMA/comments/1qp9qpy/finetuning_open_source_slm_for_function_calling/ | false | false | self | 1 | null |
Gen 3 NVLink electrical measurments | 3 | Has anyone seen discussions or info on the electrical designs for these bridges? What are the pin to pin maps? Has anyone measured the impedance pin to pin?
I was interested in trying to create a saddle mount connection rather than try to find the impossibly expensive 4 slots.
I am guessing at a few things, mi... | 2026-01-28T12:04:39 | https://www.reddit.com/r/LocalLLaMA/comments/1qp9jkz/gen_3_nvlink_electrical_measurments/ | Odd_Log3878 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qp9jkz | false | null | t3_1qp9jkz | /r/LocalLLaMA/comments/1qp9jkz/gen_3_nvlink_electrical_measurments/ | false | false | self | 3 | null |
Bot slop comments in this sub are getting out of hand | 1 | [removed] | 2026-01-28T12:01:05 | https://www.reddit.com/r/LocalLLaMA/comments/1qp9gyc/bot_slop_comments_in_this_sub_are_getting_out_of/ | phree_radical | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qp9gyc | false | null | t3_1qp9gyc | /r/LocalLLaMA/comments/1qp9gyc/bot_slop_comments_in_this_sub_are_getting_out_of/ | false | false | self | 1 | null |
Now I understand the RAM issue - they knew kimi 2.5 coming | 0 | I wouldn't say it beats gpt or opus but what kimi 2.5 shows us is that plenty of RAM with limited VRAM with MOE architecture could give 'free' capabilities whereas "BIG BOYS" want us to pay premium (or trying to suck investors to debt, you name it). Still, if you have 1TB RAM (unaffordable today - guess why? aha!!! Ope... | 2026-01-28T11:58:23 | https://www.reddit.com/r/LocalLLaMA/comments/1qp9eva/now_i_understand_the_ram_issue_they_knew_kimi_25/ | Steus_au | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qp9eva | false | null | t3_1qp9eva | /r/LocalLLaMA/comments/1qp9eva/now_i_understand_the_ram_issue_they_knew_kimi_25/ | false | false | self | 0 | null |
llama is great. | 0 | llama sometimes sucks but works fine for most of the cases. | 2026-01-28T11:54:00 | https://www.reddit.com/r/LocalLLaMA/comments/1qp9bqj/llama_is_great/ | Sensitive_Housing_62 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qp9bqj | false | null | t3_1qp9bqj | /r/LocalLLaMA/comments/1qp9bqj/llama_is_great/ | false | false | self | 0 | null |
Free open-source guide to agentic engineering — would love feedback | 0 | Wanted to share something I've been working on that I think could be useful here.
It's a [free and open-source guide ](https://path.kilo.ai/)to agentic engineering.
It contains guides on:
* Foundations
* Individual Practice
* Team Integration
* Strategy
* Phased implementation
* Governance
Each section als... | 2026-01-28T11:53:05 | https://www.reddit.com/r/LocalLLaMA/comments/1qp9b3l/free_opensource_guide_to_agentic_engineering/ | alokin_09 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qp9b3l | false | null | t3_1qp9b3l | /r/LocalLLaMA/comments/1qp9b3l/free_opensource_guide_to_agentic_engineering/ | false | false | self | 0 | null |
Sharing my set of distilled small language models (3B) + training data in more than 50 low-resource languages | 24 | Peter Devine here. You might remember me from such projects as [lb-reranker](https://www.reddit.com/r/LocalLLaMA/comments/1i0vrm5/here_is_our_new_reranker_model_which_we_trained/) and [Suzume](https://www.reddit.com/r/LocalLLaMA/comments/1cbrgsa/multilingual_llama_3_8b_instruct_from_lightblue/).
I’m sharing Kakugo: a ... | 2026-01-28T11:49:39 | Peter-Devine | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qp98mj | false | null | t3_1qp98mj | /r/LocalLLaMA/comments/1qp98mj/sharing_my_set_of_distilled_small_language_models/ | false | false | default | 24 | {'enabled': True, 'images': [{'id': '8hzyyzyqu2gg1', 'resolutions': [{'height': 41, 'url': 'https://preview.redd.it/8hzyyzyqu2gg1.png?width=108&crop=smart&auto=webp&s=d9d881ec24ff5ef9881db26334b4bfc7060da42b', 'width': 108}, {'height': 82, 'url': 'https://preview.redd.it/8hzyyzyqu2gg1.png?width=216&crop=smart&auto=webp... | |
Why is my ollama showing these prompts? | 0 | I have heard that Qwen is just a distill of other models, is that what is happening here?
It's asif i got it to leak prompts, but i simply said "hello" in a new chat.
I have never asked any c++ questions, and I only downloaded qwen3-8b:Q8 from huggingface today. I did not download it using the gui, i just made an ... | 2026-01-28T11:43:51 | Hicsy | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qp94md | false | null | t3_1qp94md | /r/LocalLLaMA/comments/1qp94md/why_is_my_ollama_showing_these_prompts/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'qp0pqp2pt2gg1', 'resolutions': [{'height': 113, 'url': 'https://preview.redd.it/qp0pqp2pt2gg1.png?width=108&crop=smart&auto=webp&s=07592d7f0920978d721ab0fa5f67b1cdcaa94cc9', 'width': 108}, {'height': 227, 'url': 'https://preview.redd.it/qp0pqp2pt2gg1.png?width=216&crop=smart&auto=we... | |
How to easily benchmark your models with llama-bench | 6 | Last time I showed benchmark plots from Linux with 72 GB of VRAM.
Today, let’s switch to Windows and a 12 GB GPU to show that you can do this on pretty much anything.
We will be using llama-bench, which ships with llama.cpp.
First, make sure you can run it at all, start with the single parameter:
`llama-bench -m m... | 2026-01-28T11:26:07 | https://www.reddit.com/r/LocalLLaMA/comments/1qp8sov/how_to_easily_benchmark_your_models_with/ | jacek2023 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qp8sov | false | null | t3_1qp8sov | /r/LocalLLaMA/comments/1qp8sov/how_to_easily_benchmark_your_models_with/ | false | false | 6 | null | |
LLM inference optimization | 1 | Hi everyone ,
I want to get started with learning about various LLM inference optimization techniques , can anyone please suggest some resources or blogs or videos , any resources to learn different techniques.
Also how can I keep myself up to date with the latest techniques , any suggestions on this would be extr... | 2026-01-28T11:09:40 | https://www.reddit.com/r/LocalLLaMA/comments/1qp8ht5/llm_inference_optimization/ | Fantastic_Quiet1838 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qp8ht5 | false | null | t3_1qp8ht5 | /r/LocalLLaMA/comments/1qp8ht5/llm_inference_optimization/ | false | false | self | 1 | null |
Local Rigs Options | 1 | now that there is a million way to make Realisitcly fast locall Rigs, from Pure VRAM stacking of 3090s, MI50, to unified Memories Macs, also the NPUs DGX Spark... etc,
and the new Kimi 2.5 1T parameters opensource for example is so appealing from its Benchmarks, i was wondering up to date what is the cheapest most ef... | 2026-01-28T11:00:09 | https://www.reddit.com/r/LocalLLaMA/comments/1qp8bjb/local_rigs_options/ | Noobysz | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qp8bjb | false | null | t3_1qp8bjb | /r/LocalLLaMA/comments/1qp8bjb/local_rigs_options/ | false | false | self | 1 | null |
Kimi K2.5 is the best open model for coding | 710 | they really cooked | 2026-01-28T10:54:13 | npc_gooner | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qp87tk | false | null | t3_1qp87tk | /r/LocalLLaMA/comments/1qp87tk/kimi_k25_is_the_best_open_model_for_coding/ | false | false | default | 710 | {'enabled': True, 'images': [{'id': 'unxlhercm2gg1', 'resolutions': [{'height': 99, 'url': 'https://preview.redd.it/unxlhercm2gg1.jpeg?width=108&crop=smart&auto=webp&s=3d92940067e925d447ac09b9b8b1ff15fe3181db', 'width': 108}, {'height': 198, 'url': 'https://preview.redd.it/unxlhercm2gg1.jpeg?width=216&crop=smart&auto=w... | |
I need help with setting up some local text to speech model on windows system with CPU only | 1 | I've been running qwen4b using ollama for text to text tasks. I've 16GB ram with windows 11 and did not observe much issue. But I'm not sure how to run text to speech models. Any guidance on which tools/models to use for text to speech models will be much appreciated. | 2026-01-28T10:46:24 | https://www.reddit.com/r/LocalLLaMA/comments/1qp82xq/i_need_help_with_setting_up_some_local_text_to/ | cisspstupid | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qp82xq | false | null | t3_1qp82xq | /r/LocalLLaMA/comments/1qp82xq/i_need_help_with_setting_up_some_local_text_to/ | false | false | self | 1 | null |
Local Log system | 1 | I am new to this and i am working on an offline AI assistant that pulls logs from Graylog and uses an LLM only to summarize and answer questions.
Looking for advice. | 2026-01-28T10:45:53 | https://www.reddit.com/r/LocalLLaMA/comments/1qp82km/local_log_system/ | Beautiful-War-6352 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qp82km | false | null | t3_1qp82km | /r/LocalLLaMA/comments/1qp82km/local_log_system/ | false | false | self | 1 | null |
Sam Altman Says OpenAI Is Slashing Its Hiring Pace as Financial Crunch Tightens | 125 | In a livestreamed town hall, Sam Altman admitted OpenAI is 'dramatically slowing down' hiring as the company faces increasing financial pressure. This follows reports of an internal 'Code Red' memo urging staff to fix ChatGPT as competitors gain ground. With analysts warning of an 'Enron-like' cash crunch within 18 mon... | 2026-01-28T10:43:40 | https://futurism.com/artificial-intelligence/sam-altman-openai-slashing-hiring | EchoOfOppenheimer | futurism.com | 1970-01-01T00:00:00 | 0 | {} | 1qp814d | false | null | t3_1qp814d | /r/LocalLLaMA/comments/1qp814d/sam_altman_says_openai_is_slashing_its_hiring/ | false | false | 125 | {'enabled': False, 'images': [{'id': 'js5rUnxnssRKiIPCHK8jH1gE4HhRk8kF6Ui2iEIglL4', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/js5rUnxnssRKiIPCHK8jH1gE4HhRk8kF6Ui2iEIglL4.jpeg?width=108&crop=smart&auto=webp&s=9235a64aba2f8006b0cd8d48bd1e826de29d9e16', 'width': 108}, {'height': 113, 'url': '... | |
Caching embedding outputs made my codebase indexing 7.6x faster | 6 | Recording, or a warmed up cache, batch of 60 requests for now. | 2026-01-28T10:34:42 | https://v.redd.it/gwjxjarsh2gg1 | Emergency_Fuel_2988 | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qp7vl7 | false | {'reddit_video': {'bitrate_kbps': 2400, 'dash_url': 'https://v.redd.it/gwjxjarsh2gg1/DASHPlaylist.mpd?a=1772188498%2CMjgzMGFhNDE5ZmJkMGE1MDFhNTE3ZmZlMDI5ZGVlNWRkNzliZWZlMjM3YThlYjQ2ZDgzZThjNzM2OGM3ZDQ1NA%3D%3D&v=1&f=sd', 'duration': 144, 'fallback_url': 'https://v.redd.it/gwjxjarsh2gg1/CMAF_720.mp4?source=fallback', 'h... | t3_1qp7vl7 | /r/LocalLLaMA/comments/1qp7vl7/caching_embedding_outputs_made_my_codebase/ | false | false | 6 | {'enabled': False, 'images': [{'id': 'eGUzaG5pcnNoMmdnMRfUtc9ieZvVElseim3ja2I4SOalP4eaNdEaZKie4W7I', 'resolutions': [{'height': 121, 'url': 'https://external-preview.redd.it/eGUzaG5pcnNoMmdnMRfUtc9ieZvVElseim3ja2I4SOalP4eaNdEaZKie4W7I.png?width=108&crop=smart&format=pjpg&auto=webp&s=be88a4aacc9d332e5635e2430aba86c607ba... | |
"How Penny got fired" or why a Model-Agnostic Multi-Agent Orchestrator using Isolated VMs and Email might be the solution | 0 | Hi everyone,
I wanted to share a little project I've been working on: A Model-Agnostic Multi-Agent Orchestrator that uses persistent VMs and Email to manage a hybrid swarm of local (Ollama/DeepSeek) and remote (Gemini/GPT) models.
What is needed? Basically a model that can run in a command line and do basic tasks wit... | 2026-01-28T10:32:39 | https://www.reddit.com/r/LocalLLaMA/comments/1qp7ueg/how_penny_got_fired_or_why_a_modelagnostic/ | Glum_Mistake1933 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qp7ueg | false | null | t3_1qp7ueg | /r/LocalLLaMA/comments/1qp7ueg/how_penny_got_fired_or_why_a_modelagnostic/ | false | false | self | 0 | null |
bailingmoe - Ling(17B) models' speed is better now | 16 | Useful for some people who uses these models.
[After 3 months](https://www.reddit.com/r/LocalLLaMA/comments/1o7kkf0/poor_gpu_club_8gb_vram_moe_models_ts_with_llamacpp/), I ran llama-bench again for some models & found that Ling models' speed is better than what was 3 months ago. From 30-100+% performance. Big deal IMO... | 2026-01-28T10:29:52 | https://www.reddit.com/r/LocalLLaMA/comments/1qp7so2/bailingmoe_ling17b_models_speed_is_better_now/ | pmttyji | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qp7so2 | false | null | t3_1qp7so2 | /r/LocalLLaMA/comments/1qp7so2/bailingmoe_ling17b_models_speed_is_better_now/ | false | false | self | 16 | null |
Kimi K2.5 just blew my mind | 3 | 2026-01-28T10:10:16 | https://v.redd.it/8o6c6wace2gg1 | ComfyTightwad | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qp7gg2 | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/8o6c6wace2gg1/DASHPlaylist.mpd?a=1772187034%2COTRiYTBlNjNjZjU5MDgxZDUxOThjODkzMjJhMzA1MmNkZWVhNjk5MjNkZWFkZDk4ODAyYThhNjc3YTljYWViNA%3D%3D&v=1&f=sd', 'duration': 54, 'fallback_url': 'https://v.redd.it/8o6c6wace2gg1/CMAF_1080.mp4?source=fallback', 'h... | t3_1qp7gg2 | /r/LocalLLaMA/comments/1qp7gg2/kimi_k25_just_blew_my_mind/ | false | false | 3 | {'enabled': False, 'images': [{'id': 'YTN2cmN5YmNlMmdnMdJ_vGcLjOorSp2bRY4pJPpT-pCCbKDw7c0bf04qeSIV', 'resolutions': [{'height': 69, 'url': 'https://external-preview.redd.it/YTN2cmN5YmNlMmdnMdJ_vGcLjOorSp2bRY4pJPpT-pCCbKDw7c0bf04qeSIV.png?width=108&crop=smart&format=pjpg&auto=webp&s=69d4d1e5fd15dff23bb7ed984bbcd8c1db1bf... | ||
Mimic Wispr Flow but 100% local | 1 | Created an menu bar App using Whisper models under the hood running 100% locally. Not sure how to sign my App properly yet.
* 🎤 **Global Hotkey** — Record from anywhere with `Cmd+Shift+Space`
* 🔒 **100% Offline** — All processing on-device, no data leaves your Mac
* ⚡ **Fast** — CoreML + Neural Engine acceleration o... | 2026-01-28T09:46:43 | https://www.reddit.com/r/LocalLLaMA/comments/1qp72cm/mimic_wispr_flow_but_100_local/ | Present_Ride6012 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qp72cm | false | null | t3_1qp72cm | /r/LocalLLaMA/comments/1qp72cm/mimic_wispr_flow_but_100_local/ | false | false | self | 1 | {'enabled': False, 'images': [{'id': 'z-hbM18XABjVtsBe5TegR50OC7em08KldeuhCbF2R2s', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/z-hbM18XABjVtsBe5TegR50OC7em08KldeuhCbF2R2s.png?width=108&crop=smart&auto=webp&s=3f3aec243efaacf963a66acbba00a046517bd0d7', 'width': 108}, {'height': 108, 'url': 'h... |
API pricing is in freefall. What's the actual case for running local now beyond privacy? | 338 | K2.5 just dropped at roughly 10% of Opus pricing with competitive benchmarks. Deepseek is practically free. Gemini has a massive free tier. Every month the API cost floor drops another 50%.
Meanwhile running a 70B locally still means either a k+ GPU or dealing with quantization tradeoffs and 15 tok/s on consumer hardw... | 2026-01-28T09:27:55 | https://www.reddit.com/r/LocalLLaMA/comments/1qp6rm5/api_pricing_is_in_freefall_whats_the_actual_case/ | Distinct-Expression2 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qp6rm5 | false | null | t3_1qp6rm5 | /r/LocalLLaMA/comments/1qp6rm5/api_pricing_is_in_freefall_whats_the_actual_case/ | false | false | self | 338 | null |
The cost of massive context: Burned 45M Gemini tokens in hours using OpenCode. Is Context Caching still a myth for most agents? | 0 | Hey everyone,
I wanted to share a little "financial horror story" from my testing today. I hooked up **Gemini 3 Flash Preview** to **OpenCode** (an agentic coding tool) to work on a repo for a Planelo API integration.
Within a few hours, my Google Cloud console reported **44.45M input tokens**.
**The math of the "bu... | 2026-01-28T09:09:11 | https://www.reddit.com/r/LocalLLaMA/comments/1qp6gss/the_cost_of_massive_context_burned_45m_gemini/ | dawedev | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qp6gss | false | null | t3_1qp6gss | /r/LocalLLaMA/comments/1qp6gss/the_cost_of_massive_context_burned_45m_gemini/ | false | false | 0 | null | |
Local LLMs lack temporal grounding. I spent 2 months building a constraint layer that stages answers instead of searching for them. | 3 | **Ask your local LLM when the Queen died. Or what Twitter is called now. It might blend 2022 and 2024 answers not because it's dumb, but because "then vs now" isn't a concept.**
***RAG*** *helps retrieve relevant text, but it doesn't invalidate outdated beliefs. If conflicting documents appear in context, the model ha... | 2026-01-28T08:47:59 | https://www.reddit.com/r/LocalLLaMA/comments/1qp640k/local_llms_lack_temporal_grounding_i_spent_2/ | Financial-Bank2756 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qp640k | false | null | t3_1qp640k | /r/LocalLLaMA/comments/1qp640k/local_llms_lack_temporal_grounding_i_spent_2/ | false | false | self | 3 | {'enabled': False, 'images': [{'id': 'dqSkYI-ifegVd9r-3hh8ewK5ae4WkOcvcMpEftUwMRs', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/dqSkYI-ifegVd9r-3hh8ewK5ae4WkOcvcMpEftUwMRs.png?width=108&crop=smart&auto=webp&s=213b051baa126a6d63ddb79a8639a895460b9c99', 'width': 108}, {'height': 108, 'url': 'h... |
How are y'all managing prompts/markdowns in practice? | 1 | Curious how people actually work with Markdown day to day.
Do you store Markdown files on GitHub?
What’s your workflow like (editing, versioning, collaboration)?
What do you like about it - and what are the biggest pain points you’ve run into? | 2026-01-28T08:47:14 | https://www.reddit.com/r/LocalLLaMA/comments/1qp63ja/how_are_yall_managing_promptsmarkdowns_in_practice/ | decentralizedbee | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qp63ja | false | null | t3_1qp63ja | /r/LocalLLaMA/comments/1qp63ja/how_are_yall_managing_promptsmarkdowns_in_practice/ | false | false | self | 1 | null |
A model on a $5 VPS | 4 | I am building an personal website with chatbot, mainly to answer questions about myself. No crazy traffic, I suppose. I would like to train a small model for the task, run it on the same VPS (maybe not $5 VPS) but is it feasible? | 2026-01-28T08:41:09 | https://www.reddit.com/r/LocalLLaMA/comments/1qp5zv8/a_model_on_a_5_vps/ | homelab2946 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qp5zv8 | false | null | t3_1qp5zv8 | /r/LocalLLaMA/comments/1qp5zv8/a_model_on_a_5_vps/ | false | false | self | 4 | null |
RoBC: a new online-learning LLM router architecture I created | 2 | This is a very TLDR description of what RoBC is. Feel free to visit the repo for more info.
**Problem:** routing logic goes stale in real systems. Model quality drifts, prompts shift, and you keep swapping in new local checkpoints, so a static “best model for X” table stops being true.
**How it works:** Architectur... | 2026-01-28T08:37:04 | https://github.com/modelpilotlabs/RoBC | Bananas8ThePyjamas | github.com | 1970-01-01T00:00:00 | 0 | {} | 1qp5xki | false | null | t3_1qp5xki | /r/LocalLLaMA/comments/1qp5xki/robc_a_new_onlinelearning_llm_router_architecture/ | false | false | default | 2 | {'enabled': False, 'images': [{'id': 'pErYdCIqSxh2FnqWVjxOiVeZj-Vrtcxde5CCd4t8Ncc', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/pErYdCIqSxh2FnqWVjxOiVeZj-Vrtcxde5CCd4t8Ncc.png?width=108&crop=smart&auto=webp&s=e43692eef9f3081a92113e2c48de02dad8491230', 'width': 108}, {'height': 108, 'url': 'h... |
i just saw this ClawdBot RCE demo on X… are we cooked? | 4 | Saw a post today about **ClawdBot** and it’s a pretty brutal reality check for anyone building AI agents right now.
Basically, it’s **Indirect Prompt Injection** taken to the extreme. If your agent has tool use like reading your emails, Slack, or Notion an attacker can just send you an email with hidden instructions. ... | 2026-01-28T08:36:29 | https://www.reddit.com/r/LocalLLaMA/comments/1qp5x8m/i_just_saw_this_clawdbot_rce_demo_on_x_are_we/ | Hot-Software-9052 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qp5x8m | false | null | t3_1qp5x8m | /r/LocalLLaMA/comments/1qp5x8m/i_just_saw_this_clawdbot_rce_demo_on_x_are_we/ | false | false | 4 | null | |
What's your toolstack to use with your local models ? | 2 | As the title says, I don't like my current setup and co and I want to find out what you all use with your local models, so :
- Web UIs
- Tools with those Web UIs
- Anything else
To give ideas to explore things for those of us on this sub struggling with the options. | 2026-01-28T08:24:43 | https://www.reddit.com/r/LocalLLaMA/comments/1qp5q55/whats_your_toolstack_to_use_with_your_local_models/ | BraceletGrolf | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qp5q55 | false | null | t3_1qp5q55 | /r/LocalLLaMA/comments/1qp5q55/whats_your_toolstack_to_use_with_your_local_models/ | false | false | self | 2 | null |
MPS ready TTS model recommendations for audiobook generation | 1 | I previously tried Chatterbox-TTS, but it is not able to utilize Mac’s MPS, and using CPU only on my M1 Pro is terribly slow and inconsistent no matter how I chunked the input and verified the output. Currently, I’m using Google’s Chirp 3 api, but I would like to stop spending money and actually use my hardware.
I’d p... | 2026-01-28T08:14:26 | https://www.reddit.com/r/LocalLLaMA/comments/1qp5k6h/mps_ready_tts_model_recommendations_for_audiobook/ | Kind-Ad-6099 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qp5k6h | false | null | t3_1qp5k6h | /r/LocalLLaMA/comments/1qp5k6h/mps_ready_tts_model_recommendations_for_audiobook/ | false | false | self | 1 | null |
Testing GLM-4.7 Flash: Multi-GPU Vulkan vs ROCm in llama-bench | (2x 7900 XTX) | 11 | After hearing so much about Vulkan perf I decided to build llama.cpp and test it out. I also saw the latest mesa-amdgpu-vulkan-drivers (v26) were supposed to give a big perf boost for gaming specifically, but the update seems to have made Vulkan stretch its lead even further.
# Building Llama.cpp:
```
HIPCXX="$(hipco... | 2026-01-28T07:59:08 | https://www.reddit.com/r/LocalLLaMA/comments/1qp5apn/testing_glm47_flash_multigpu_vulkan_vs_rocm_in/ | SemaMod | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qp5apn | false | null | t3_1qp5apn | /r/LocalLLaMA/comments/1qp5apn/testing_glm47_flash_multigpu_vulkan_vs_rocm_in/ | false | false | self | 11 | null |
For those running Local LLMs: what made the biggest real-world performance jump for you? | 1 | Following up on an earlier discussion here, thanks to everyone who shared their setups.
A few themes came up repeatedly: continuous batching, cache reuse, OS choice (Linux vs MacOS) etc. so I'm curious to dig a bit deeper:
• What single change gave you the largest performance improvement in practice?
• Was it softw... | 2026-01-28T07:48:33 | https://www.reddit.com/r/LocalLLaMA/comments/1qp54jo/for_those_running_local_llms_what_made_the/ | Express_Problem_609 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qp54jo | false | null | t3_1qp54jo | /r/LocalLLaMA/comments/1qp54jo/for_those_running_local_llms_what_made_the/ | false | false | self | 1 | null |
LLM Hallucination and factcheck detection extension | 1 | [removed] | 2026-01-28T07:46:27 | https://www.reddit.com/r/LocalLLaMA/comments/1qp535c/llm_hallucination_and_factcheck_detection/ | Routine_Football380 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qp535c | false | null | t3_1qp535c | /r/LocalLLaMA/comments/1qp535c/llm_hallucination_and_factcheck_detection/ | false | false | self | 1 | null |
LLM Hallucination and fact check detection extension | 1 | [removed] | 2026-01-28T07:43:28 | https://www.reddit.com/r/LocalLLaMA/comments/1qp511g/llm_hallucination_and_fact_check_detection/ | Routine_Football380 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qp511g | false | null | t3_1qp511g | /r/LocalLLaMA/comments/1qp511g/llm_hallucination_and_fact_check_detection/ | false | false | self | 1 | null |
LLM Hallucination and Factcheck detector | 1 | [removed] | 2026-01-28T07:39:32 | https://www.reddit.com/r/LocalLLaMA/comments/1qp4ypw/llm_hallucination_and_factcheck_detector/ | Routine_Football380 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qp4ypw | false | null | t3_1qp4ypw | /r/LocalLLaMA/comments/1qp4ypw/llm_hallucination_and_factcheck_detector/ | false | false | self | 1 | null |
RAG Paper 26.1.27 | 4 | 1. [Evaluation of Oncotimia: An LLM based system for supporting tumour boards](http://arxiv.org/abs/2601.19899v1)
2. [When Iterative RAG Beats Ideal Evidence: A Diagnostic Study in Scientific Multi-hop Question Answering](http://arxiv.org/abs/2601.19827v1)
3. [AlignCoder: Aligning Retrieval with Target Intent for Repos... | 2026-01-28T07:33:51 | https://www.reddit.com/r/LocalLLaMA/comments/1qp4vb9/rag_paper_26127/ | Cheryl_Apple | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qp4vb9 | false | null | t3_1qp4vb9 | /r/LocalLLaMA/comments/1qp4vb9/rag_paper_26127/ | false | false | self | 4 | null |
LLM hallucination and factcheck detector | 1 | [removed] | 2026-01-28T07:30:34 | https://www.reddit.com/r/LocalLLaMA/comments/1qp4tc5/llm_hallucination_and_factcheck_detector/ | Routine_Football380 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qp4tc5 | false | null | t3_1qp4tc5 | /r/LocalLLaMA/comments/1qp4tc5/llm_hallucination_and_factcheck_detector/ | false | false | self | 1 | null |
Can 5070ti 16gb run Qwen3 235B a22b? | 0 | I recently got a 5070ti, with 32gb of ram, I saw that people say that the maximum model it can run is around 30b, can I run this MoE model on my PC? | 2026-01-28T07:28:33 | https://www.reddit.com/r/LocalLLaMA/comments/1qp4s5b/can_5070ti_16gb_run_qwen3_235b_a22b/ | Typical_Cheek5127 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qp4s5b | false | null | t3_1qp4s5b | /r/LocalLLaMA/comments/1qp4s5b/can_5070ti_16gb_run_qwen3_235b_a22b/ | false | false | self | 0 | null |
Hallucination and factcheck Extension | 1 | [removed] | 2026-01-28T07:26:32 | https://www.reddit.com/r/LocalLLaMA/comments/1qp4qua/hallucination_and_factcheck_extension/ | Routine_Football380 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qp4qua | false | null | t3_1qp4qua | /r/LocalLLaMA/comments/1qp4qua/hallucination_and_factcheck_extension/ | false | false | 1 | null | |
Hallucination and factcheck detector Extension | 1 | [removed] | 2026-01-28T07:21:39 | https://www.reddit.com/r/LocalLLaMA/comments/1qp4nxq/hallucination_and_factcheck_detector_extension/ | Routine_Football380 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qp4nxq | false | null | t3_1qp4nxq | /r/LocalLLaMA/comments/1qp4nxq/hallucination_and_factcheck_detector_extension/ | false | false | 1 | null | |
Running local AI agents scared me into building security practices | 1 | I've been running various AI agents locally (Moltbot, some LangChain stuff, experimenting with MCP servers). Love the control, but I had a wake-up call.
Was testing a new MCP server I found on GitHub. Turns out it had some sketchy stuff in the tool definitions that could have exfiltrated data. Nothing happened (I was ... | 2026-01-28T07:15:12 | https://www.reddit.com/r/LocalLLaMA/comments/1qp4jvh/running_local_ai_agents_scared_me_into_building/ | Willing-Painter930 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qp4jvh | false | null | t3_1qp4jvh | /r/LocalLLaMA/comments/1qp4jvh/running_local_ai_agents_scared_me_into_building/ | false | false | self | 1 | null |
I made a Coding Eval, and ran it against 49 different coding agent/model combinations, including Kimi K2.5. | 68 | You may remember me from my [A guide to the best agentic tools and the best way to use them on the cheap, locally or free](https://www.reddit.com/r/LocalLLaMA/comments/1o77ag4/a_guide_to_the_best_agentic_tools_and_the_best/) post from 3 months ago. Where I submitted a big wall of text at 4 am in stream of consciousness... | 2026-01-28T07:08:34 | https://www.reddit.com/r/LocalLLaMA/comments/1qp4ftj/i_made_a_coding_eval_and_ran_it_against_49/ | lemon07r | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qp4ftj | false | null | t3_1qp4ftj | /r/LocalLLaMA/comments/1qp4ftj/i_made_a_coding_eval_and_ran_it_against_49/ | false | false | self | 68 | {'enabled': False, 'images': [{'id': 'iaIz7g1oId8FoG4RjqcoqopzchZuR62l_dunwc5Rdqg', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/iaIz7g1oId8FoG4RjqcoqopzchZuR62l_dunwc5Rdqg.png?width=108&crop=smart&auto=webp&s=a4ff06f4029dd64e5b5dcecc924e40a8f092d38f', 'width': 108}, {'height': 108, 'url': 'h... |
I made a coding eval, and tested 49 different coding agents and models, including Kimi K2.5. | 1 | You may remember me from my [A guide to the best agentic tools and the best way to use them on the cheap, locally or free](https://www.reddit.com/r/LocalLLaMA/comments/1o77ag4/a_guide_to_the_best_agentic_tools_and_the_best/) post from 3 months ago. Where I submitted a big wall of text at 4 am in stream of consciousness... | 2026-01-28T07:05:57 | https://www.reddit.com/r/LocalLLaMA/comments/1qp4e6o/i_made_a_coding_eval_and_tested_49_different/ | lemon07r | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qp4e6o | false | null | t3_1qp4e6o | /r/LocalLLaMA/comments/1qp4e6o/i_made_a_coding_eval_and_tested_49_different/ | false | false | self | 1 | {'enabled': False, 'images': [{'id': 'iaIz7g1oId8FoG4RjqcoqopzchZuR62l_dunwc5Rdqg', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/iaIz7g1oId8FoG4RjqcoqopzchZuR62l_dunwc5Rdqg.png?width=108&crop=smart&auto=webp&s=a4ff06f4029dd64e5b5dcecc924e40a8f092d38f', 'width': 108}, {'height': 108, 'url': 'h... |
AMA Announcement: Moonshot AI, The Opensource Frontier Lab Behind Kimi K2.5 SoTA Model (Wednesday, 8AM-11AM PST) | 92 | Hi r/LocalLLaMA 👋
We're excited for Wednesday's guests, **The Moonshot AI Lab Team!**
**Kicking things off Wednesday, Jan. 28th, 8 AM–11 PM PST**
⚠️ **Note:** The AMA itself will be hosted in a **separate thread,** please don’t post questions here. | 2026-01-28T06:54:28 | XMasterrrr | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qp46za | false | null | t3_1qp46za | /r/LocalLLaMA/comments/1qp46za/ama_announcement_moonshot_ai_the_opensource/ | false | true | default | 92 | {'enabled': True, 'images': [{'id': 'y2qj7ancf1gg1', 'resolutions': [{'height': 108, 'url': 'https://preview.redd.it/y2qj7ancf1gg1.png?width=108&crop=smart&auto=webp&s=ab3ca5e836fb98f329024d6fa9672e0392eb68eb', 'width': 108}, {'height': 216, 'url': 'https://preview.redd.it/y2qj7ancf1gg1.png?width=216&crop=smart&auto=we... | |
Threat intel from monitoring local AI agents: 37.8% of inputs contained attack attempts - here's what's targeting your self-hosted models | 1 | For everyone self-hosting AI agents (Ollama, vLLM, etc.) - we've been collecting threat data across deployments.
**The short version** If your agent can take actions, attackers are probing it.
**Week 3 stats**
1. 74,636 interactions analysed
2. 28,194 contained threat patterns (37.8%)
3. Detection at P50 45ms latenc... | 2026-01-28T06:40:30 | https://www.reddit.com/r/LocalLLaMA/comments/1qp3xz6/threat_intel_from_monitoring_local_ai_agents_378/ | cyberamyntas | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qp3xz6 | false | null | t3_1qp3xz6 | /r/LocalLLaMA/comments/1qp3xz6/threat_intel_from_monitoring_local_ai_agents_378/ | false | false | self | 1 | null |
AI Hackathon for drop-in sports apps - $100 prize (this weekend) | 0 | Hey everyone,
I’m helping judge an upcoming global AI hackathon focused on building **useful AI features for drop-in sports apps.** Things like using AI to help people discover, join, or organize local sports games more effectively.
It’s a **2-day, fully online hackathon** (free to join), with asynchronous submission... | 2026-01-28T06:28:59 | https://www.reddit.com/r/LocalLLaMA/comments/1qp3qkp/ai_hackathon_for_dropin_sports_apps_100_prize/ | Top-Map-9781 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qp3qkp | false | null | t3_1qp3qkp | /r/LocalLLaMA/comments/1qp3qkp/ai_hackathon_for_dropin_sports_apps_100_prize/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'hOZI0YZtO8vkf4HRy1beWmi_yIndDjxq0RPtvv6w_E8', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/hOZI0YZtO8vkf4HRy1beWmi_yIndDjxq0RPtvv6w_E8.jpeg?width=108&crop=smart&auto=webp&s=77608a4c9bac36a922cb578719b98cae87f89b29', 'width': 108}, {'height': 113, 'url': '... |
When you know you nailed it! Or not. GLM-4.7-NVFP4 (B300 - Blackwell Ultra) | 13 | 2026-01-28T06:27:24 | https://www.reddit.com/r/LocalLLaMA/comments/1qp3piq/when_you_know_you_nailed_it_or_not_glm47nvfp4/ | Lorelabbestia | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qp3piq | false | null | t3_1qp3piq | /r/LocalLLaMA/comments/1qp3piq/when_you_know_you_nailed_it_or_not_glm47nvfp4/ | false | false | 13 | null | ||
llama.cpp on Fedora vs on Ubuntu | 3 | Recently, I ditched Ubuntu server and started with Fedora Server. The same hardware, but I am constantly getting less tokens per second on Fedora than I had on Ubuntu. I am using pre-built llama.cpp. Is there any chance that I am getting worse results because llama.cpp pre-built binaries are actually built for Ubuntu a... | 2026-01-28T06:17:47 | https://www.reddit.com/r/LocalLLaMA/comments/1qp3j7c/llamacpp_on_fedora_vs_on_ubuntu/ | Advanced_Skill_5051 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qp3j7c | false | null | t3_1qp3j7c | /r/LocalLLaMA/comments/1qp3j7c/llamacpp_on_fedora_vs_on_ubuntu/ | false | false | self | 3 | null |
What's your exp REAP vs. base models for general inference? | 1 | No bueno | 2026-01-28T06:08:33 | ikkiyikki | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qp3d8b | false | null | t3_1qp3d8b | /r/LocalLLaMA/comments/1qp3d8b/whats_your_exp_reap_vs_base_models_for_general/ | false | false | 1 | {'enabled': True, 'images': [{'id': 'GHMpayE4febcdUuy4VVzzyD7CZLtX1IamU1lSrDvKkQ', 'resolutions': [{'height': 179, 'url': 'https://preview.redd.it/svofiuu671gg1.png?width=108&crop=smart&auto=webp&s=a330a945907357c6cd4ada14b2966a9c24b4c9e7', 'width': 108}, {'height': 358, 'url': 'https://preview.redd.it/svofiuu671gg1.pn... | ||
[HARDWARE HELP] Narrow watercooling blocks with taps on top | 2 | I'm trying to cram some 3090/4090 in a standard case and there are the super chunky 3 fans + thick radiator models. I'm considering switching them to watercooling but have no practical experience with it except the AIO cooler of the CPU that kind of working out of the box.
So here are my questions for experienced peop... | 2026-01-28T05:59:14 | https://www.reddit.com/r/LocalLLaMA/comments/1qp36qv/hardware_help_narrow_watercooling_blocks_with/ | HumanDrone8721 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qp36qv | false | null | t3_1qp36qv | /r/LocalLLaMA/comments/1qp36qv/hardware_help_narrow_watercooling_blocks_with/ | false | false | self | 2 | null |
Anyone got glm 4.7 flash to work correctly with ollama? | 6 | I tried it and it ran. But it only outputted garbage (not even in English). | 2026-01-28T05:54:14 | https://www.reddit.com/r/LocalLLaMA/comments/1qp33dw/anyone_got_glm_47_flash_to_work_correctly_with/ | MrMrsPotts | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qp33dw | false | null | t3_1qp33dw | /r/LocalLLaMA/comments/1qp33dw/anyone_got_glm_47_flash_to_work_correctly_with/ | false | false | self | 6 | null |
Kuke音乐目前是什么状况，有关心的朋友一起讨论下 | 0 | The merger has encountered obstacles. Where is it at now? Is there any chance of a turnaround? The stock has been transferred to the OTC market; what will be the next steps?
Or is the announced merger just wishful thinking on the part of management, without any actual communication with the target company? In other wo... | 2026-01-28T05:10:15 | https://www.reddit.com/r/LocalLLaMA/comments/1qp28l2/kuke音乐目前是什么状况有关心的朋友一起讨论下/ | WEIXIAOBO | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qp28l2 | false | null | t3_1qp28l2 | /r/LocalLLaMA/comments/1qp28l2/kuke音乐目前是什么状况有关心的朋友一起讨论下/ | false | false | self | 0 | null |
Question for AI/ML folks on model portability | 1 | Hey everyone! I’m exploring a tool that helps teams **switch LLM providers without rewriting prompts, embeddings, or fine-tuning formats** — basically a portability layer for AI.
Right now, switching providers often means:
* rewriting prompts
* changing tool calls
* redoing embeddings
* reformatting fine-tuning data
... | 2026-01-28T04:46:28 | https://www.reddit.com/r/LocalLLaMA/comments/1qp1r86/question_for_aiml_folks_on_model_portability/ | NoEntertainment8292 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qp1r86 | false | null | t3_1qp1r86 | /r/LocalLLaMA/comments/1qp1r86/question_for_aiml_folks_on_model_portability/ | false | false | self | 1 | null |
Best way to convert coding/math-heavy PDFs to Markdown or text (code, formulas, tables included)? | 1 | Hey folks! I’ve been trying to convert tech-heavy books (like CLRS, Skiena, Hacker’s Delight, etc.) from PDF to clean Markdown or text for use with NotebookLM. These books are full of code, formulas, complex tables, and images — so preserving *everything* is key.
I’ve tested MinerU (took 40 mins for one book, formatti... | 2026-01-28T04:22:27 | https://www.reddit.com/r/LocalLLaMA/comments/1qp19c9/best_way_to_convert_codingmathheavy_pdfs_to/ | A-n-d-y-R-e-d | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qp19c9 | false | null | t3_1qp19c9 | /r/LocalLLaMA/comments/1qp19c9/best_way_to_convert_codingmathheavy_pdfs_to/ | false | false | self | 1 | null |
Update: Reward Shaping w/ Pokemon Red | 4 | Last week I shared the first pass of Tesserack (https://tesserack.ai), a browser-based LLM + RL platform for playing Pokemon Red. I didn't really have a clear focus then, so I kept playing around and taking in everyone's awesome feedback. I've landed on a pretty interesting research angle.
I was reading this paper fro... | 2026-01-28T04:18:08 | https://www.reddit.com/r/LocalLLaMA/comments/1qp15x4/update_reward_shaping_w_pokemon_red/ | Efficient-Proof-1824 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qp15x4 | false | null | t3_1qp15x4 | /r/LocalLLaMA/comments/1qp15x4/update_reward_shaping_w_pokemon_red/ | false | false | self | 4 | null |
I am experimenting with Alpaca on Fedora. Why does something like this always happen? | 2 | Older versions of Alpaca worked fine, but for the past few months running models has not worked at all. I am running an 11th gen intel i5 just the integrated graphics. I have tried deleting and reinstalling multiple times.
The second photo is just to demonstrate that the wheel just spins endlessly.
Thanks for the hel... | 2026-01-28T03:55:07 | https://www.reddit.com/gallery/1qp0o0e | HatBoxUnworn | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1qp0o0e | false | null | t3_1qp0o0e | /r/LocalLLaMA/comments/1qp0o0e/i_am_experimenting_with_alpaca_on_fedora_why_does/ | false | false | default | 2 | null |
For those using hosted inference providers (Together, Fireworks, Baseten, RunPod, Modal) - what do you love and hate? | 1 | Curious to hear from folks actually using these hosted inference platforms in production.
Companies like Together.ai, Fireworks.ai, Baseten, Modal and RunPod are raising hundreds of millions at $3-5B+ valuations. But I'm wondering - what's the actual user experience like and why they are able to thrive in presence of ... | 2026-01-28T03:14:03 | https://www.reddit.com/r/LocalLLaMA/comments/1qozrne/for_those_using_hosted_inference_providers/ | Dramatic_Strain7370 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qozrne | false | null | t3_1qozrne | /r/LocalLLaMA/comments/1qozrne/for_those_using_hosted_inference_providers/ | false | false | self | 1 | null |
Anyone got Macmini 4 to work with Ollama model? | 0 | I tried but the tool kept on looking for Anthropic keys and models. | 2026-01-28T02:57:16 | https://www.reddit.com/r/LocalLLaMA/comments/1qozdqx/anyone_got_macmini_4_to_work_with_ollama_model/ | ManufacturerNo8056 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qozdqx | false | null | t3_1qozdqx | /r/LocalLLaMA/comments/1qozdqx/anyone_got_macmini_4_to_work_with_ollama_model/ | false | false | self | 0 | null |
We're building a code intelligence platform that actually understands multi-repo enterprise codebases. Roast our approach. | 3 | I'm building a code intelligence platform that answers questions like *"who owns this service?"* and *"what breaks if I change this event format?"* across 30+ repos.
Our approach: Parse code with tree-sitter AST → Extract nodes and relationships → Populate Neo4j knowledge graph → Query with natural language.
How It W... | 2026-01-28T02:43:45 | https://www.reddit.com/r/LocalLLaMA/comments/1qoz2fv/were_building_a_code_intelligence_platform_that/ | TraditionalDegree333 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qoz2fv | false | null | t3_1qoz2fv | /r/LocalLLaMA/comments/1qoz2fv/were_building_a_code_intelligence_platform_that/ | false | false | self | 3 | null |
Got tired of testing models on Apple Silicon so I made a test bench. Releasing for free shortly | 0 | 2026-01-28T02:42:02 | https://devpadapp.com/anubis/index.html | peppaz | devpadapp.com | 1970-01-01T00:00:00 | 0 | {} | 1qoz0zy | false | null | t3_1qoz0zy | /r/LocalLLaMA/comments/1qoz0zy/got_tired_of_testing_models_on_apple_silicon_so_i/ | false | false | default | 0 | null | |
'the ordinary' and the brilliant | 0 | How | 2026-01-28T02:26:59 | https://www.reddit.com/r/LocalLLaMA/comments/1qoyo7s/the_ordinary_and_the_brilliant/ | Sensitive_Housing_62 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qoyo7s | false | null | t3_1qoyo7s | /r/LocalLLaMA/comments/1qoyo7s/the_ordinary_and_the_brilliant/ | false | false | self | 0 | null |
Issues Compiling llama.cpp for the GFX1031 Platform (For LMS Use) | 1 | I recently saw a post of someone getting ROCm working on the gfx1031 platform by compiling an llama.cpp for my platform only. Decided to check it out, but I've running into a lot of errors that I shouldn't be getting. I've talked to some people from some DC servers (LocalLLM and LMS) and even we couldn't figure it out.... | 2026-01-28T02:10:57 | https://www.reddit.com/r/LocalLLaMA/comments/1qoyaox/issues_compiling_llamacpp_for_the_gfx1031/ | FHRacing | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qoyaox | false | null | t3_1qoyaox | /r/LocalLLaMA/comments/1qoyaox/issues_compiling_llamacpp_for_the_gfx1031/ | false | false | self | 1 | null |
My build. What did I forget? | 8 | Threadripper 9975WX on WRX90 SAGE with 8x32 RDIMM ECC, 2 Pro 6000 Max Qs and 1 Pro 5000 Max Q. 8TB SSD and 4TB SSD. | 2026-01-28T01:58:40 | Ok_Letter_8704 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qoy03w | false | null | t3_1qoy03w | /r/LocalLLaMA/comments/1qoy03w/my_build_what_did_i_forget/ | false | false | default | 8 | {'enabled': True, 'images': [{'id': 'jzl9vb1syzfg1', 'resolutions': [{'height': 81, 'url': 'https://preview.redd.it/jzl9vb1syzfg1.jpeg?width=108&crop=smart&auto=webp&s=cb2c60f015d5cff351465bba498477bd04926d38', 'width': 108}, {'height': 162, 'url': 'https://preview.redd.it/jzl9vb1syzfg1.jpeg?width=216&crop=smart&auto=w... | |
Fileshed: Open WebUI tool — Give your LLM a persistent workspace with file storage, SQLite, archives, and collaboration. | 9 | # 🗂️🛠️ Fileshed — A persistent workspace for your LLM
**Store, organize, collaborate, and share files across conversations.**
# What is Fileshed?
Fileshed gives your LLM a persistent workspace. It provides:
* 📂 **Persistent storage** — Files survive across conversations
* 🗃️ **Structured data** — Built-in SQLit... | 2026-01-28T01:36:14 | https://github.com/Fade78/Fileshed | Fade78 | github.com | 1970-01-01T00:00:00 | 0 | {} | 1qoxhmi | false | null | t3_1qoxhmi | /r/LocalLLaMA/comments/1qoxhmi/fileshed_open_webui_tool_give_your_llm_a/ | false | false | 9 | {'enabled': False, 'images': [{'id': 'kWQvh-cwo46CScjLIKFPJrgPFl-xPMESDSpVRJZEUq8', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/kWQvh-cwo46CScjLIKFPJrgPFl-xPMESDSpVRJZEUq8.png?width=108&crop=smart&auto=webp&s=b3e331c29cf395efacad565b067d0a12dcf7a1df', 'width': 108}, {'height': 108, 'url': 'h... | |
local-vision-bridge: OpenWebUI Function to intercept images, send them to a vision capable model, and forward description of images to text only model | 2 | Perhaps only useful for my specific setup, but just in case here it is. I have a 3090 and a 3060, and I run larger moe models on system ram and the 3090. I would like it if they could get images. This Function intercepts images and sends them to an openai compat endpoint with instructions to create a detailed descript... | 2026-01-28T01:32:53 | https://github.com/feliscat/local-vision-bridge | Spectrum1523 | github.com | 1970-01-01T00:00:00 | 0 | {} | 1qoxeve | false | null | t3_1qoxeve | /r/LocalLLaMA/comments/1qoxeve/localvisionbridge_openwebui_function_to_intercept/ | false | false | 2 | {'enabled': False, 'images': [{'id': 'WuEPAPhSO0uGH7VhzGmDQgyE_JtN3BcPQb1Hd6pEWbQ', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/WuEPAPhSO0uGH7VhzGmDQgyE_JtN3BcPQb1Hd6pEWbQ.png?width=108&crop=smart&auto=webp&s=4bd3a91eac4c6a17fa39ca188a6f439f8815d6c3', 'width': 108}, {'height': 108, 'url': 'h... | |
What's the image generation, video generation, and voice generation equivalents of vLLM + VS Codium + Kilo Code? | 1 | They're all open source, self-hostable, and no telemetry solutions. Are there equivalent ways to generate media? | 2026-01-28T01:15:07 | https://www.reddit.com/r/LocalLLaMA/comments/1qowzxu/whats_the_image_generation_video_generation_and/ | jinnyjuice | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qowzxu | false | null | t3_1qowzxu | /r/LocalLLaMA/comments/1qowzxu/whats_the_image_generation_video_generation_and/ | false | false | self | 1 | null |
Recent influx of machine generated opinions here | 1 | [removed] | 2026-01-28T01:14:52 | https://www.reddit.com/r/LocalLLaMA/comments/1qowzqg/recent_influx_of_machine_generated_opinions_here/ | synth_mania | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qowzqg | false | null | t3_1qowzqg | /r/LocalLLaMA/comments/1qowzqg/recent_influx_of_machine_generated_opinions_here/ | false | false | self | 1 | null |
Mechanical engineer, no CS background, 2 years building an AI memory system. Need brutal feedback. | 0 | ​
I'm a mechanical engineer. No CS degree. I work in oil & gas.
Two years ago, ChatGPT's memory pissed me off. It would confidently tell me wrong things—things I had corrected before. So I started building.
Two years because I'm doing this around a full-time job, family, kids—not two years of heads-down codin... | 2026-01-28T01:13:42 | https://www.reddit.com/r/LocalLLaMA/comments/1qowyrd/mechanical_engineer_no_cs_background_2_years/ | memorygate | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qowyrd | false | null | t3_1qowyrd | /r/LocalLLaMA/comments/1qowyrd/mechanical_engineer_no_cs_background_2_years/ | false | false | self | 0 | null |
can we talk about the bot comments? | 1 | [removed] | 2026-01-28T01:09:30 | https://www.reddit.com/r/LocalLLaMA/comments/1qowv7r/can_we_talk_about_the_bot_comments/ | reincarnated_hate | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qowv7r | false | null | t3_1qowv7r | /r/LocalLLaMA/comments/1qowv7r/can_we_talk_about_the_bot_comments/ | false | false | self | 1 | null |
Mods: there are too many bot comments here | 1 | [removed] | 2026-01-28T01:05:22 | https://www.reddit.com/r/LocalLLaMA/comments/1qowrsv/mods_there_are_too_many_bot_comments_here/ | reincarnated_hate | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qowrsv | false | null | t3_1qowrsv | /r/LocalLLaMA/comments/1qowrsv/mods_there_are_too_many_bot_comments_here/ | false | false | self | 1 | null |
Deepseek OCR 2 | 14 | Deepseek released a new OCR model: deepseek-ai/DeepSeek-OCR-2
https://huggingface.co/deepseek-ai/DeepSeek-OCR-2
Markdown extraction seems to be very strong.
It seems tho it's been only trained on Eng/Chinese data. | 2026-01-28T01:03:34 | https://www.reddit.com/r/LocalLLaMA/comments/1qowq8r/deepseek_ocr_2/ | Mr_Moonsilver | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qowq8r | false | null | t3_1qowq8r | /r/LocalLLaMA/comments/1qowq8r/deepseek_ocr_2/ | false | false | self | 14 | {'enabled': False, 'images': [{'id': 'c9LaruBvjfhr_AFkVVpu9jJ8NabAKdroEOMl2Akgn-0', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/c9LaruBvjfhr_AFkVVpu9jJ8NabAKdroEOMl2Akgn-0.png?width=108&crop=smart&auto=webp&s=7073858f311594ae3eee3bd9a32b0ca841578132', 'width': 108}, {'height': 116, 'url': 'h... |
I'm tired of the bot comments | 1 | [removed] | 2026-01-28T01:01:27 | https://www.reddit.com/r/LocalLLaMA/comments/1qowogx/im_tired_of_the_bot_comments/ | synth_mania | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qowogx | false | null | t3_1qowogx | /r/LocalLLaMA/comments/1qowogx/im_tired_of_the_bot_comments/ | false | false | self | 1 | null |
I'm sick of the bot comments | 1 | [removed] | 2026-01-28T00:59:47 | https://www.reddit.com/r/LocalLLaMA/comments/1qowmvy/im_sick_of_the_bot_comments/ | synth_mania | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qowmvy | false | null | t3_1qowmvy | /r/LocalLLaMA/comments/1qowmvy/im_sick_of_the_bot_comments/ | false | false | self | 1 | null |
I'm sick of the bots! | 1 | [removed] | 2026-01-28T00:56:13 | https://www.reddit.com/r/LocalLLaMA/comments/1qowjvy/im_sick_of_the_bots/ | synth_mania | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qowjvy | false | null | t3_1qowjvy | /r/LocalLLaMA/comments/1qowjvy/im_sick_of_the_bots/ | false | false | self | 1 | null |
I'm sick of the bot comments | 1 | [removed] | 2026-01-28T00:53:54 | https://www.reddit.com/r/LocalLLaMA/comments/1qowhxu/im_sick_of_the_bot_comments/ | synth_mania | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qowhxu | false | null | t3_1qowhxu | /r/LocalLLaMA/comments/1qowhxu/im_sick_of_the_bot_comments/ | false | false | self | 1 | null |
Arcee AI goes all-in on open models -- Interconnects interview | 27 | Arcee-AI has released their 400B-A13B model, as posted [elsewhere on LL](https://old.reddit.com/r/LocalLLaMA/comments/1qouf0x/arcee_ai_releases_trinity_large_openweight/).
This is an interview of the CEO, CTO and training lead of Arcee-AI, by Nathan Lambert of Allen Institute for AI (Ai2):
"[Arcee AI goes all-in on ... | 2026-01-28T00:51:04 | https://www.reddit.com/r/LocalLLaMA/comments/1qowfhi/arcee_ai_goes_allin_on_open_models_interconnects/ | RobotRobotWhatDoUSee | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qowfhi | false | null | t3_1qowfhi | /r/LocalLLaMA/comments/1qowfhi/arcee_ai_goes_allin_on_open_models_interconnects/ | false | false | self | 27 | {'enabled': False, 'images': [{'id': 'M9iBguH9RHDBDk55BrkjSEVOz9y52Rbf25IFptVc3Vc', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/M9iBguH9RHDBDk55BrkjSEVOz9y52Rbf25IFptVc3Vc.jpeg?width=108&crop=smart&auto=webp&s=b7af8873dec52546f377634803a926d835bd4db8', 'width': 108}, {'height': 108, 'url': '... |
I'm sick of the bot comments | 1 | [removed] | 2026-01-28T00:48:15 | https://www.reddit.com/r/LocalLLaMA/comments/1qowd1c/im_sick_of_the_bot_comments/ | synth_mania | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qowd1c | false | null | t3_1qowd1c | /r/LocalLLaMA/comments/1qowd1c/im_sick_of_the_bot_comments/ | false | false | self | 1 | null |
I turned a frozen tiny LLM into a numerical evolutionary microcosm | 0 | Hey everyone,
As we all heard Le Cunn's ranting about LLMs and glazing over WLMs (World Language Models) as a superior alternative, i went over the weekend trying to make something achievable with consumer hardware. I built a system called **ZODIAC**. Instead of fine-tuning weights or using standard Chain-of-Thought p... | 2026-01-28T00:42:17 | https://www.reddit.com/r/LocalLLaMA/comments/1qow7yf/i_turned_a_frozen_tiny_llm_into_a_numerical/ | causality-ai | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qow7yf | false | null | t3_1qow7yf | /r/LocalLLaMA/comments/1qow7yf/i_turned_a_frozen_tiny_llm_into_a_numerical/ | false | false | self | 0 | null |
I'm sick of the bot comments | 1 | [removed] | 2026-01-28T00:35:40 | [deleted] | 1970-01-01T00:00:00 | 0 | {} | 1qow1zj | false | null | t3_1qow1zj | /r/LocalLLaMA/comments/1qow1zj/im_sick_of_the_bot_comments/ | false | false | default | 1 | null | ||
I'm sick of the bot comments | 1 | [removed] | 2026-01-28T00:34:33 | https://www.reddit.com/r/LocalLLaMA/comments/1qow0zq/im_sick_of_the_bot_comments/ | synth_mania | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qow0zq | false | null | t3_1qow0zq | /r/LocalLLaMA/comments/1qow0zq/im_sick_of_the_bot_comments/ | false | false | self | 1 | null |
Mods of r/localllama, please use BotBouncer. I'm sick of them. | 1 | [removed] | 2026-01-28T00:30:13 | https://www.reddit.com/r/LocalLLaMA/comments/1qovxap/mods_of_rlocalllama_please_use_botbouncer_im_sick/ | synth_mania | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qovxap | false | null | t3_1qovxap | /r/LocalLLaMA/comments/1qovxap/mods_of_rlocalllama_please_use_botbouncer_im_sick/ | false | false | self | 1 | null |
[Seeking Feedback] Fine-tuning Qwen-32B on AoPS-Instruct (670k samples) - Does this loss curve look healthy? | 3 | **Context:**
* **Model:** Qwen-32B (QwQ-based)
* **Method:** QLoRA (4-bit quantization, $r=16, \\alpha=32$)
* **Dataset:** DeepStudentLlama/AoPS-Instruct (674,225 math problems)
* **Sequence Length:** 64k (using gradient checkpointing)
* **Optimizer:** PagedAdamW8bit with Cosine Scheduler ($LR=1e-5$)
* **Current Progr... | 2026-01-28T00:23:33 | https://www.reddit.com/r/LocalLLaMA/comments/1qovrp3/seeking_feedback_finetuning_qwen32b_on/ | Royal_Jicama_7368 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qovrp3 | false | null | t3_1qovrp3 | /r/LocalLLaMA/comments/1qovrp3/seeking_feedback_finetuning_qwen32b_on/ | false | false | 3 | null | |
Do we have any Chinese medical llms? (Similar to medgemma) | 1 | thx! | 2026-01-28T00:21:51 | https://www.reddit.com/r/LocalLLaMA/comments/1qovqa2/do_we_have_any_chinese_medical_llms_similar_to/ | Own-Potential-2308 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qovqa2 | false | null | t3_1qovqa2 | /r/LocalLLaMA/comments/1qovqa2/do_we_have_any_chinese_medical_llms_similar_to/ | false | false | self | 1 | null |
Does anyone have Chatterbox-TTS working with 5070 Ti? | 0 | I apologize for asking such a basic question, but after trying 6-7 different repositories to install Chatterbox on Windows 11 with a 5070 Ti, all of them failed due to requirement versions or simply couldn’t detect CUDA and defaulted to CPU. Also, the dependency issues with Blackwell architecture are significant becaus... | 2026-01-28T00:20:26 | https://www.reddit.com/r/LocalLLaMA/comments/1qovp1h/does_anyone_have_chatterboxtts_working_with_5070/ | simracerman | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qovp1h | false | null | t3_1qovp1h | /r/LocalLLaMA/comments/1qovp1h/does_anyone_have_chatterboxtts_working_with_5070/ | false | false | self | 0 | null |
EPYC, 1152GB RAM, RTX 6000, 5090, 2000 | 29 | 2026-01-27T23:55:34 | https://www.reddit.com/r/LocalLLaMA/comments/1qov2lu/epyc_1152gb_ram_rtx_6000_5090_2000/ | Fit-Statistician8636 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qov2lu | false | null | t3_1qov2lu | /r/LocalLLaMA/comments/1qov2lu/epyc_1152gb_ram_rtx_6000_5090_2000/ | false | false | 29 | null | ||
🚀 Build your own personal AI assistant using Clawdbot + Ollama and your own models | 0 | Clawdbot is a local-first personal AI assistant that runs directly on your devices. It connects popular messaging platforms — WhatsApp, Telegram, Slack, Discord, iMessage, and more — to AI coding agents through a centralized gateway, giving you full control over your AI workflows.
🔧 Installation
Install Clawdbot:
Copi... | 2026-01-27T23:46:49 | Fun-Necessary1572 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qouuva | false | null | t3_1qouuva | /r/LocalLLaMA/comments/1qouuva/build_your_own_personal_ai_assistant_using/ | false | false | 0 | {'enabled': True, 'images': [{'id': 'xewJgm9HDJNTis0hCKu1_VYvYBdtQI5Nif5SpNaxfnM', 'resolutions': [{'height': 111, 'url': 'https://preview.redd.it/7ml4lvbabzfg1.jpeg?width=108&crop=smart&auto=webp&s=77010cc809620925ef1ec8a71e18291e08bd1395', 'width': 108}, {'height': 222, 'url': 'https://preview.redd.it/7ml4lvbabzfg1.j... | ||
M2 Ultra 60 core 128gb ram vs m3 ultra 60 core 256gb. Should I upgrade? | 1 | Should I upgrade to a m3 ultra 60 core 256gb ram?
Currently have a M2 Ultra core 128gb ram. Running gpt oss 120b.
Worth it? Found a good price for a used m3 ultra 60 core 256gb.
If not worth it, I’m just gonna keep my M2 Ultra | 2026-01-27T23:33:27 | https://www.reddit.com/r/LocalLLaMA/comments/1qouj94/m2_ultra_60_core_128gb_ram_vs_m3_ultra_60_core/ | solo_entrepreneur | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qouj94 | false | null | t3_1qouj94 | /r/LocalLLaMA/comments/1qouj94/m2_ultra_60_core_128gb_ram_vs_m3_ultra_60_core/ | false | false | self | 1 | null |
One-shot Zelda Game Competition | 19 | I am kicking off a competition - I'd like to see who can make the best one-shot HTML Zelda game with a local model
Rules:
- You shall enter one prompt
- The model must be an open-weights model
- You may not use an agent, the model must output the entire HTML game in one shot, from one prompt.
- If the game fails... | 2026-01-27T23:33:08 | https://www.reddit.com/r/LocalLLaMA/comments/1qouiy8/oneshot_zelda_game_competition/ | TokenRingAI | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qouiy8 | false | null | t3_1qouiy8 | /r/LocalLLaMA/comments/1qouiy8/oneshot_zelda_game_competition/ | false | false | self | 19 | null |
Arcee AI releases Trinity Large : OpenWeight 400B-A13B | 144 | 2026-01-27T23:28:47 | https://www.arcee.ai/blog/trinity-large | abkibaarnsit | arcee.ai | 1970-01-01T00:00:00 | 0 | {} | 1qouf0x | false | null | t3_1qouf0x | /r/LocalLLaMA/comments/1qouf0x/arcee_ai_releases_trinity_large_openweight/ | false | false | default | 144 | {'enabled': False, 'images': [{'id': 'kpKiKke1xSzMMszPwBcvRHFEWu1KcRJDoXwrfinT_zM', 'resolutions': [{'height': 60, 'url': 'https://external-preview.redd.it/kpKiKke1xSzMMszPwBcvRHFEWu1KcRJDoXwrfinT_zM.png?width=108&crop=smart&auto=webp&s=1432de17ac18930426b2cade0588e7e88afdbde5', 'width': 108}, {'height': 121, 'url': 'h... | |
GPU advice for entry level AI | 2 | My current desktop pc: h77ds3h mobo pcie gen 3, xeon e3 1275v2 4c/8t ivy bridge, 24gb ddr3 1600mhz bundled in old atx case with side vents at bottom and only 1 fan (80mm rear fan)
Purpose: learning, experimenting with entry-level AI, 1–3B or 7b (if possible) coding LLMs + LoRA inference. I only work with Python for da... | 2026-01-27T23:25:59 | https://www.reddit.com/r/LocalLLaMA/comments/1qoucgz/gpu_advice_for_entry_level_ai/ | fulefesi | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qoucgz | false | null | t3_1qoucgz | /r/LocalLLaMA/comments/1qoucgz/gpu_advice_for_entry_level_ai/ | false | false | self | 2 | null |
Stanford Proves Parallel Coding Agents are a Scam | 197 | ERROR: type should be string, got "https://preview.redd.it/coxs8w3z3zfg1.png?width=1200&format=png&auto=webp&s=a0875df6bf260ca3af0f9fe7eef7bbd3697a0c73\n\nHey everyone,\n\n\n\nA fascinating new [preprint](https://cooperbench.com/static/pdfs/main.pdf) from Stanford and SAP drops a truth bomb that completely upends the \"parallel coordinated coding\" \"productivity boost\" assumption for AI coding agents.\n\n\n\nTheir \"CooperBench\" reveals what they call the \"curse of coordination.\" When you add a second coding agent, performance doesn't just fail to improve - it plummets. On average, two agents working together have a 30% lower success rate. For top models like GPT-5 and Claude 4.5 Sonnet, the success rate is a staggering 50% lower than just using one agent to do the whole job.\n\n\n\nWhy? The agents are terrible teammates. They fail to model what their partner is doing (42% of failures), don't follow through on commitments (32%), and have communication breakdowns (26%). They hallucinate shared states and silently overwrite each other's work.\n\n\n\nThis brings me to the elephant in the room. Platforms like Cursor, Antigravity, and others are increasingly marketing \"parallel agent\" features as a productivity revolution. But if foundational research shows this approach is fundamentally broken and makes you less productive, what are they actually selling? It feels like they're monetizing a feature they might know is a scam, \"persuading\" users into thinking they're getting a 10x team when they're really getting a mess of conflicting code.\n\n\n\nAs the Stanford authors put it, it's \"hard to imagine how an agent incapable of coordination would contribute to such a future however strong the individual capabilities.\" Food for thought next time you see a \"parallel-agent\" feature advertised." | 2026-01-27T23:20:18 | https://www.reddit.com/r/LocalLLaMA/comments/1qou799/stanford_proves_parallel_coding_agents_are_a_scam/ | madSaiyanUltra_9789 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qou799 | false | null | t3_1qou799 | /r/LocalLLaMA/comments/1qou799/stanford_proves_parallel_coding_agents_are_a_scam/ | false | false | 197 | null | |
Turning ADHD into a superpower - built an entire AI ecosystem while working full-time as a dump truck dispatcher | 0 | Title: Turning ADHD into a superpower - built an entire AI ecosystem while working full-time as a dump truck dispatcher
https://preview.redd.it/fdprd2ev5zfg1.png?width=2816&format=png&auto=webp&s=bae82578d15047fd80932f4e4062fc1ec6c4275f
I'm 2+ years sober, father of 5, and I have ADHD.
For years I thought ADHD w... | 2026-01-27T23:16:32 | https://www.reddit.com/r/LocalLLaMA/comments/1qou3tn/turning_adhd_into_a_superpower_built_an_entire_ai/ | Square-Practice2296 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qou3tn | false | null | t3_1qou3tn | /r/LocalLLaMA/comments/1qou3tn/turning_adhd_into_a_superpower_built_an_entire_ai/ | false | false | 0 | null |
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